from sklearn_benchmarks.reporting.hp_match import HPMatchReporting
reporting = HPMatchReporting("onnx", config="config.yml")
reporting.run()
KNeighborsClassifier_brute_force¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=brute.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.058 | 0.101 | 0.0 | 0.017 | -1 | 1 | 0.663 | 1.909 | 0.033 | 8.935 | 0.163 | See | See |
| 1 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.058 | 0.101 | 0.0 | 0.017 | -1 | 1 | 0.663 | 0.026 | 0.003 | 665.626 | 73.104 | See | See |
| 2 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.007 | 0.0 | 0.303 | -1 | 1 | 1.000 | 1.909 | 0.033 | 0.159 | 0.005 | See | See |
| 3 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.303 | 0.007 | 0.0 | 0.303 | -1 | 1 | 1.000 | 0.026 | 0.003 | 11.825 | 1.325 | See | See |
| 4 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.040 | 0.097 | 0.0 | 0.017 | -1 | 5 | 0.757 | 2.811 | 0.027 | 6.062 | 0.069 | See | See |
| 5 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.040 | 0.097 | 0.0 | 0.017 | -1 | 5 | 0.757 | 0.025 | 0.003 | 670.144 | 81.923 | See | See |
| 6 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.008 | 0.0 | 0.305 | -1 | 5 | 1.000 | 2.811 | 0.027 | 0.109 | 0.003 | See | See |
| 7 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.305 | 0.008 | 0.0 | 0.305 | -1 | 5 | 1.000 | 0.025 | 0.003 | 12.010 | 1.500 | See | See |
| 8 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.977 | 0.062 | 0.0 | 0.017 | 1 | 100 | 0.882 | 2.067 | 0.012 | 8.213 | 0.055 | See | See |
| 9 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.977 | 0.062 | 0.0 | 0.017 | 1 | 100 | 0.882 | 0.025 | 0.006 | 683.900 | 157.831 | See | See |
| 10 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.009 | 0.0 | 0.304 | 1 | 100 | 1.000 | 2.067 | 0.012 | 0.147 | 0.005 | See | See |
| 11 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.304 | 0.009 | 0.0 | 0.304 | 1 | 100 | 1.000 | 0.025 | 0.006 | 12.262 | 2.855 | See | See |
| 12 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.451 | 0.158 | 0.0 | 0.017 | -1 | 100 | 0.882 | 2.866 | 0.035 | 6.089 | 0.092 | See | See |
| 13 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 17.451 | 0.158 | 0.0 | 0.017 | -1 | 100 | 0.882 | 0.026 | 0.002 | 668.277 | 49.521 | See | See |
| 14 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.004 | 0.0 | 0.308 | -1 | 100 | 1.000 | 2.866 | 0.035 | 0.107 | 0.002 | See | See |
| 15 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.004 | 0.0 | 0.308 | -1 | 100 | 1.000 | 0.026 | 0.002 | 11.776 | 0.877 | See | See |
| 16 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.827 | 0.055 | 0.0 | 0.017 | 1 | 5 | 0.757 | 2.049 | 0.006 | 8.211 | 0.035 | See | See |
| 17 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.827 | 0.055 | 0.0 | 0.017 | 1 | 5 | 0.757 | 0.022 | 0.000 | 764.016 | 7.784 | See | See |
| 18 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.006 | 0.0 | 0.308 | 1 | 5 | 1.000 | 2.049 | 0.006 | 0.150 | 0.003 | See | See |
| 19 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.308 | 0.006 | 0.0 | 0.308 | 1 | 5 | 1.000 | 0.022 | 0.000 | 13.999 | 0.293 | See | See |
| 20 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.959 | 0.024 | 0.0 | 0.017 | 1 | 1 | 0.663 | 1.185 | 0.004 | 14.307 | 0.049 | See | See |
| 21 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 100 | 16.959 | 0.024 | 0.0 | 0.017 | 1 | 1 | 0.663 | 0.022 | 0.002 | 780.284 | 82.739 | See | See |
| 22 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 1 | 1.000 | 1.185 | 0.004 | 0.259 | 0.005 | See | See |
| 23 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 100 | 0.307 | 0.006 | 0.0 | 0.307 | 1 | 1 | 1.000 | 0.022 | 0.002 | 14.130 | 1.525 | See | See |
| 24 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.711 | 0.015 | 0.0 | 0.004 | -1 | 1 | 0.896 | 1.776 | 0.020 | 2.090 | 0.025 | See | See |
| 25 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.711 | 0.015 | 0.0 | 0.004 | -1 | 1 | 0.896 | 0.006 | 0.004 | 617.247 | 398.997 | See | See |
| 26 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 1 | 1.000 | 1.776 | 0.020 | 0.136 | 0.003 | See | See |
| 27 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 1 | 1.000 | 0.006 | 0.004 | 40.255 | 26.032 | See | See |
| 28 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.660 | 0.009 | 0.0 | 0.004 | -1 | 5 | 0.922 | 2.685 | 0.029 | 1.363 | 0.015 | See | See |
| 29 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.660 | 0.009 | 0.0 | 0.004 | -1 | 5 | 0.922 | 0.009 | 0.002 | 391.799 | 78.498 | See | See |
| 30 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 5 | 1.000 | 2.685 | 0.029 | 0.090 | 0.002 | See | See |
| 31 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.242 | 0.005 | 0.0 | 0.242 | -1 | 5 | 1.000 | 0.009 | 0.002 | 25.931 | 5.220 | See | See |
| 32 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.723 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.929 | 1.959 | 0.001 | 1.900 | 0.005 | See | See |
| 33 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.723 | 0.010 | 0.0 | 0.004 | 1 | 100 | 0.929 | 0.003 | 0.000 | 1294.527 | 129.320 | See | See |
| 34 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 1.959 | 0.001 | 0.122 | 0.002 | See | See |
| 35 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | 1 | 100 | 1.000 | 0.003 | 0.000 | 83.357 | 8.445 | See | See |
| 36 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.705 | 0.010 | 0.0 | 0.004 | -1 | 100 | 0.929 | 2.826 | 0.064 | 1.311 | 0.030 | See | See |
| 37 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.705 | 0.010 | 0.0 | 0.004 | -1 | 100 | 0.929 | 0.010 | 0.003 | 356.861 | 101.027 | See | See |
| 38 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 100 | 1.000 | 2.826 | 0.064 | 0.085 | 0.002 | See | See |
| 39 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.240 | 0.004 | 0.0 | 0.240 | -1 | 100 | 1.000 | 0.010 | 0.003 | 23.147 | 6.566 | See | See |
| 40 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.669 | 0.014 | 0.0 | 0.004 | 1 | 5 | 0.922 | 1.950 | 0.003 | 1.882 | 0.008 | See | See |
| 41 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.669 | 0.014 | 0.0 | 0.004 | 1 | 5 | 0.922 | 0.003 | 0.000 | 1320.398 | 98.992 | See | See |
| 42 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 5 | 1.000 | 1.950 | 0.003 | 0.123 | 0.002 | See | See |
| 43 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.005 | 0.0 | 0.241 | 1 | 5 | 1.000 | 0.003 | 0.000 | 86.657 | 6.717 | See | See |
| 44 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.713 | 0.018 | 0.0 | 0.004 | 1 | 1 | 0.896 | 1.081 | 0.003 | 3.436 | 0.019 | See | See |
| 45 | KNeighborsClassifier_brute_force | predict | 100000 | 1000 | 2 | 3.713 | 0.018 | 0.0 | 0.004 | 1 | 1 | 0.896 | 0.002 | 0.000 | 2156.451 | 304.990 | See | See |
| 46 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 1 | 1.000 | 1.081 | 0.003 | 0.223 | 0.004 | See | See |
| 47 | KNeighborsClassifier_brute_force | predict | 100000 | 1 | 2 | 0.241 | 0.004 | 0.0 | 0.241 | 1 | 1 | 1.000 | 0.002 | 0.000 | 139.956 | 19.944 | See | See |
KNeighborsClassifier_kd_tree¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: algorithm=kd_tree.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | iteration_throughput | latency | n_jobs | n_neighbors | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.845 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.469 | 0.004 | 257.751 | 2.157 | See | See |
| 1 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 120.845 | 0.000 | 0.0 | 0.121 | -1 | 1 | 0.929 | 0.003 | 0.001 | 41697.915 | 7452.127 | See | See |
| 2 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.615 | 0.144 | 0.0 | 2.615 | -1 | 1 | 1.000 | 0.469 | 0.004 | 5.578 | 0.311 | See | See |
| 3 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.615 | 0.144 | 0.0 | 2.615 | -1 | 1 | 1.000 | 0.003 | 0.001 | 902.359 | 168.784 | See | See |
| 4 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.155 | 0.000 | 0.0 | 0.122 | -1 | 5 | 0.946 | 0.887 | 0.004 | 137.791 | 0.622 | See | See |
| 5 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 122.155 | 0.000 | 0.0 | 0.122 | -1 | 5 | 0.946 | 0.003 | 0.001 | 37824.971 | 6659.353 | See | See |
| 6 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.581 | 0.109 | 0.0 | 2.581 | -1 | 5 | 1.000 | 0.887 | 0.004 | 2.911 | 0.123 | See | See |
| 7 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.581 | 0.109 | 0.0 | 2.581 | -1 | 5 | 1.000 | 0.003 | 0.001 | 799.107 | 144.645 | See | See |
| 8 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.098 | 0.000 | 0.0 | 0.130 | 1 | 100 | 0.951 | 5.374 | 0.008 | 24.209 | 0.037 | See | See |
| 9 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 130.098 | 0.000 | 0.0 | 0.130 | 1 | 100 | 0.951 | 0.003 | 0.001 | 38117.155 | 9039.924 | See | See |
| 10 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.608 | 0.163 | 0.0 | 2.608 | 1 | 100 | 1.000 | 5.374 | 0.008 | 0.485 | 0.030 | See | See |
| 11 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.608 | 0.163 | 0.0 | 2.608 | 1 | 100 | 1.000 | 0.003 | 0.001 | 764.018 | 187.371 | See | See |
| 12 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.856 | 0.000 | 0.0 | 0.134 | -1 | 100 | 0.951 | 2.953 | 0.030 | 45.323 | 0.453 | See | See |
| 13 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 133.856 | 0.000 | 0.0 | 0.134 | -1 | 100 | 0.951 | 0.006 | 0.001 | 21866.706 | 3569.375 | See | See |
| 14 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.574 | 0.061 | 0.0 | 2.574 | -1 | 100 | 1.000 | 2.953 | 0.030 | 0.871 | 0.022 | See | See |
| 15 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.574 | 0.061 | 0.0 | 2.574 | -1 | 100 | 1.000 | 0.006 | 0.001 | 420.434 | 69.353 | See | See |
| 16 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 135.558 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 1.620 | 0.004 | 83.683 | 0.231 | See | See |
| 17 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 135.558 | 0.000 | 0.0 | 0.136 | 1 | 5 | 0.946 | 0.002 | 0.000 | 89871.803 | 25730.382 | See | See |
| 18 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.602 | 0.116 | 0.0 | 2.602 | 1 | 5 | 1.000 | 1.620 | 0.004 | 1.606 | 0.072 | See | See |
| 19 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.602 | 0.116 | 0.0 | 2.602 | 1 | 5 | 1.000 | 0.002 | 0.000 | 1724.853 | 499.807 | See | See |
| 20 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 140.781 | 0.000 | 0.0 | 0.141 | 1 | 1 | 0.929 | 0.848 | 0.003 | 166.013 | 0.643 | See | See |
| 21 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1000 | 10 | 140.781 | 0.000 | 0.0 | 0.141 | 1 | 1 | 0.929 | 0.001 | 0.000 | 143673.194 | 40400.996 | See | See |
| 22 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.585 | 0.059 | 0.0 | 2.585 | 1 | 1 | 1.000 | 0.848 | 0.003 | 3.048 | 0.070 | See | See |
| 23 | KNeighborsClassifier_kd_tree | predict | 1000000 | 1 | 10 | 2.585 | 0.059 | 0.0 | 2.585 | 1 | 1 | 1.000 | 0.001 | 0.000 | 2637.847 | 744.189 | See | See |
| 24 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.022 | 0.001 | 1.724 | 0.092 | See | See |
| 25 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.037 | 0.000 | 0.0 | 0.000 | -1 | 1 | 0.891 | 0.002 | 0.000 | 15.181 | 2.129 | See | See |
| 26 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.022 | 0.001 | 0.237 | 0.015 | See | See |
| 27 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 1 | 1.000 | 0.002 | 0.000 | 2.084 | 0.299 | See | See |
| 28 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.022 | 0.001 | 1.718 | 0.062 | See | See |
| 29 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | -1 | 5 | 0.911 | 0.002 | 0.000 | 17.280 | 2.290 | See | See |
| 30 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.022 | 0.001 | 0.231 | 0.010 | See | See |
| 31 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | -1 | 5 | 1.000 | 0.002 | 0.000 | 2.319 | 0.314 | See | See |
| 32 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.032 | 0.000 | 1.841 | 0.020 | See | See |
| 33 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | 1 | 100 | 0.894 | 0.001 | 0.000 | 98.388 | 26.149 | See | See |
| 34 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.032 | 0.000 | 0.160 | 0.005 | See | See |
| 35 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 100 | 1.000 | 0.001 | 0.000 | 8.560 | 2.286 | See | See |
| 36 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.034 | 0.001 | 1.775 | 0.064 | See | See |
| 37 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.060 | 0.000 | 0.0 | 0.000 | -1 | 100 | 0.894 | 0.002 | 0.000 | 29.593 | 6.256 | See | See |
| 38 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.034 | 0.001 | 0.158 | 0.016 | See | See |
| 39 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.001 | 0.0 | 0.005 | -1 | 100 | 1.000 | 0.002 | 0.000 | 2.626 | 0.609 | See | See |
| 40 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.020 | 0.000 | 1.964 | 0.027 | See | See |
| 41 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 5 | 0.911 | 0.001 | 0.000 | 64.445 | 19.168 | See | See |
| 42 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.020 | 0.000 | 0.264 | 0.008 | See | See |
| 43 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 5 | 1.000 | 0.001 | 0.000 | 8.650 | 2.582 | See | See |
| 44 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.020 | 0.004 | 1.897 | 0.346 | See | See |
| 45 | KNeighborsClassifier_kd_tree | predict | 1000 | 1000 | 2 | 0.038 | 0.000 | 0.0 | 0.000 | 1 | 1 | 0.891 | 0.001 | 0.000 | 64.556 | 17.172 | See | See |
| 46 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.020 | 0.004 | 0.256 | 0.047 | See | See |
| 47 | KNeighborsClassifier_kd_tree | predict | 1000 | 1 | 2 | 0.005 | 0.000 | 0.0 | 0.005 | 1 | 1 | 1.000 | 0.001 | 0.000 | 8.711 | 2.332 | See | See |
HistGradientBoostingClassifier_best¶onnx (1.10.1) vs. scikit-learn (1.0.dev0)
All estimators share the following hyperparameters: learning_rate=0.01, n_iter_no_change=10.0, max_leaf_nodes=100.0, max_bins=255.0, min_samples_leaf=100.0, max_iter=300.0.
| estimator | function | n_samples_train | n_samples | n_features | mean_duration | std_duration | n_iter | iteration_throughput | latency | accuracy_score | mean_duration_onnx | std_duration_onnx | speedup | std_speedup | sklearn_profiling | onnx_profiling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.464 | 0.015 | 300 | 0.002 | 0.000 | 0.824 | 0.107 | 0.002 | 4.317 | 0.162 | See | See |
| 1 | HistGradientBoostingClassifier_best | predict | 100000 | 1000 | 100 | 0.464 | 0.015 | 300 | 0.002 | 0.000 | 0.824 | 0.016 | 0.001 | 28.260 | 1.265 | See | See |
| 2 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.386 | 0.009 | 300 | 0.000 | 0.386 | 1.000 | 0.107 | 0.002 | 3.587 | 0.114 | See | See |
| 3 | HistGradientBoostingClassifier_best | predict | 100000 | 1 | 100 | 0.386 | 0.009 | 300 | 0.000 | 0.386 | 1.000 | 0.016 | 0.001 | 23.485 | 0.937 | See | See |